{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Non-parametric embedding with UMAP. \n",
    "This notebook shows an example of a non-parametric embedding using the same training loops as are used with a parametric embedding. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-16T16:06:06.766257Z",
     "start_time": "2021-04-16T16:06:01.399365Z"
    }
   },
   "outputs": [],
   "source": [
    "from tensorflow.keras.datasets import mnist\n",
    "(train_images, Y_train), (test_images, Y_test) = mnist.load_data()\n",
    "train_images = train_images.reshape((train_images.shape[0], -1))/255.\n",
    "test_images = test_images.reshape((test_images.shape[0], -1))/255."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-16T22:12:46.790121Z",
     "start_time": "2020-08-16T22:12:46.759185Z"
    }
   },
   "source": [
    "### create parametric umap model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-16T16:06:10.010766Z",
     "start_time": "2021-04-16T16:06:06.767852Z"
    }
   },
   "outputs": [],
   "source": [
    "from umap.parametric_umap import ParametricUMAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-16T16:06:10.034498Z",
     "start_time": "2021-04-16T16:06:10.012388Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/mnt/cube/tsainbur/Projects/github_repos/umap/umap/parametric_umap.py:129: UserWarning: tensorflow_probability not installed.                 Setting global_correlation_loss_weight to zero.\n",
      "  warn(\n"
     ]
    }
   ],
   "source": [
    "embedder = ParametricUMAP(parametric_embedding=False, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-16T16:11:04.373130Z",
     "start_time": "2021-04-16T16:06:10.036536Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ParametricUMAP(optimizer=<tensorflow.python.keras.optimizer_v2.adam.Adam object at 0x7f07143a48b0>,\n",
      "               parametric_embedding=False)\n",
      "Construct fuzzy simplicial set\n",
      "Fri Apr 16 09:06:11 2021 Finding Nearest Neighbors\n",
      "Fri Apr 16 09:06:11 2021 Building RP forest with 17 trees\n",
      "Fri Apr 16 09:06:13 2021 parallel NN descent for 16 iterations\n",
      "\t 0  /  16\n",
      "\t 1  /  16\n",
      "\t 2  /  16\n",
      "\t 3  /  16\n",
      "\t 4  /  16\n",
      "Fri Apr 16 09:06:22 2021 Finished Nearest Neighbor Search\n",
      "Fri Apr 16 09:06:24 2021 Construct embedding\n",
      "Epoch 1/10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/AD/tsainbur/anaconda3/envs/umap_dev_new/lib/python3.8/site-packages/tensorflow/python/framework/indexed_slices.py:433: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100/100 [==============================] - 27s 266ms/step - loss: 0.0487\n",
      "Epoch 2/10\n",
      "100/100 [==============================] - 23s 232ms/step - loss: 0.0356\n",
      "Epoch 3/10\n",
      "100/100 [==============================] - 22s 221ms/step - loss: 0.0331\n",
      "Epoch 4/10\n",
      "100/100 [==============================] - 22s 222ms/step - loss: 0.0317\n",
      "Epoch 5/10\n",
      "100/100 [==============================] - 21s 215ms/step - loss: 0.0309\n",
      "Epoch 6/10\n",
      "100/100 [==============================] - 21s 214ms/step - loss: 0.0303\n",
      "Epoch 7/10\n",
      "100/100 [==============================] - 22s 217ms/step - loss: 0.0300\n",
      "Epoch 8/10\n",
      "100/100 [==============================] - 21s 212ms/step - loss: 0.0297\n",
      "Epoch 9/10\n",
      "100/100 [==============================] - 22s 216ms/step - loss: 0.0294\n",
      "Epoch 10/10\n",
      "100/100 [==============================] - 22s 218ms/step - loss: 0.0293\n",
      "Fri Apr 16 09:11:04 2021 Finished embedding\n"
     ]
    }
   ],
   "source": [
    "embedding = embedder.fit_transform(train_images)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plot results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-16T16:11:04.978623Z",
     "start_time": "2021-04-16T16:11:04.375003Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-16T16:11:05.676713Z",
     "start_time": "2021-04-16T16:11:04.980557Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots( figsize=(8, 8))\n",
    "sc = ax.scatter(\n",
    "    embedding[:, 0],\n",
    "    embedding[:, 1],\n",
    "    c=Y_train.astype(int),\n",
    "    cmap=\"tab10\",\n",
    "    s=0.1,\n",
    "    alpha=0.5,\n",
    "    rasterized=True,\n",
    ")\n",
    "ax.axis('equal')\n",
    "ax.set_title(\"UMAP in Tensorflow embedding\", fontsize=20)\n",
    "plt.colorbar(sc, ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plotting loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-16T16:11:05.681502Z",
     "start_time": "2021-04-16T16:11:05.678030Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['loss'])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedder._history.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-16T16:11:05.788718Z",
     "start_time": "2021-04-16T16:11:05.682497Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Epoch')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.plot(embedder._history['loss'])\n",
    "ax.set_ylabel('Cross Entropy')\n",
    "ax.set_xlabel('Epoch')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:umap_dev_new]",
   "language": "python",
   "name": "conda-env-umap_dev_new-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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